The invention relates to the field of cardiovascular resuscitation and, more specifically, it concerns a novel method of monitoring the ventriculo-aortic coupling of at-risk patients on the basis of the aortic pressure/flow loop of the patient and the zoning of this loop.
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1. A method for evaluating the ventricular-arterial coupling of a patient in real time on the basis of the aortic pressure/flow loop of said patient, comprising the following steps:
(i) providing:
means for measuring arterial blood flow which comprises at least one of an esophageal doppler device, a suprasternal doppler device, a means for transthoracic cardiac echography, a means for transesophageal cardiac echography, and any combination thereof; and
means for measuring arterial pressure which comprises at least one of a catheter for measuring radial or femoral arterial pressure, a noninvasive tonometer, and any combination thereof;
(ii) measuring arterial blood flow with the means for measuring arterial blood flow;
(iii) measuring arterial pressure with the means for measuring arterial pressure;
(iv) determining, automatically by a computing device, on an aortic pressure/flow loop defined by the measured arterial blood flow and the measured arterial pressure, the coordinates of the following points:
A: point of the loop where the flow is zero and the pressure is at the minimum,
B: point of the loop where the flow is highest,
C: point of the loop where the pressure is highest, and
D: point of the loop where the flow is zero and the pressure is at the maximum;
(v) calculating, by the computing device, the percentage of the area (Stot) of the loop of part S2 located between straight lines (AB) and (AC) and/or angle γ between these two straight lines and/or acute angle δ between straight lines (AC) and (BD); and
(vi) interpreting, by the computing device, the results in the following way:
if S2/Stot≤R2b and/or γ≤Gb and/or δ≤Db, the patient shows good ventricular-arterial coupling;
if S2/Stot≥R2m and/or γ≥Gm and/or δ≥Dm, the patient shows poor ventricular-arterial coupling; and
in an intermediate situation, the quality of the ventricular-arterial coupling of the patient is intermediate,
R2b, R2m, Gb, Gm, Db, and Dm being predetermined thresholds.
20. A method for obtaining information on the cardiovascular state of a patient, comprising the following steps:
(i) on the basis of an aortic pressure/flow loop of the patient, determining the maximum power per cm2 (PuiMax) generated by the patient's heart during a heartbeat, and the pressure (Pre) and velocity (Vel) values at the point corresponding to the maximum value of the power; and
(ii) classifying the patient in a category according to the values of PuiMax, Pre and Vel determined in step (i), with the following categories being distinguished:
1: Pre>Pre2 and Pre>a×Vel and PuiMax≤Pui2;
2: PuiMax>Pui2;
3: Vel>Vel1 and Pre≤Pre1 and Pre<b×Vel and PuiMax≥Pui1;
4: Vel>Vel1 and Pre≤Pre1 and PuiMax<Pui1;
5: Vel≤Vel1 and Pre≤Pre1 and PuiMax<Pui1;
6: b×Vel≤Pre≤a×Vel and Pui1≤PuiMax≤Pui2 and Pre1≤Pre≤Pre2 and Vel1≤Vel≤Vel2, and
7: situations in which the values of PuiMax, Pre and Vel do not satisfy categories 1-6;
the parameters Pre1, Pre2, Vel1, Vel2, Pui1, Pui2, a and b being predetermined and defined in the following way:
Pre1 and Pre2 are reference values corresponding to upper and lower limits, respectively, of a physiological pressure;
Vel1 corresponds to a value of the maximum systolic velocity below which the maximum systolic velocity is considered to be lower than normal;
Vel2 corresponds to a value of the maximum systolic velocity above which the maximum systolic velocity is considered to be above normal;
Pui1 and Pui2 correspond to limiting values of the maximum power per cm2 generated during a beat, below and above which, respectively, complications can occur; and
a and b are factors which make it possible to assess the ventricular-arterial coupling of a patient, the coupling being considered to be satisfactory if, at the moment when the power generated by the heart is at a maximum, b×Vel≤Pre≤a×Vel;
(iii) deducing the following information regarding the cardiovascular state of the patient:
if the patient has been classified in category 1, said patient presents a risk of arterial hypertension impairing cardiac ejection;
if the patient has been classified in category 2, said patient is in a supraphysiological state inducing a risk of capillary rupture;
if the patient has been classified in category 3, said patient presents a risk of hypoperfusion;
if the patient has been classified in category 4, said patient presents a risk of circulatory insufficiency;
if the patient has been classified in category 5, said patient presents severe circulatory insufficiency;
if the patient has been classified in category 6, said patient is in a physiological state with satisfactory power and satisfactory ventricular-arterial coupling; and
the other situations correspond to intermediate states between those of categories 1 to 6;
(iv) deducing a type of treatment recommended for the patient according to the category in which said patient has been classified, the treatment including a combination of drugs specific to the category; and
(v) administering the treatment recommended to the patient.
2. The method as claimed in
if S1/Stot≥R1m and S2/Stot≤R2b % and/or γ≤Gb and/or δ≤Db, the patient shows good ventricular-arterial coupling;
if S1/Stot≤R1b and S2/Stot≥R2m and/or γ≥Gm and/or δ≥Dm, the patient shows poor ventricular-arterial coupling; and
in an intermediate situation, the quality of the ventricular-arterial coupling of the patient is intermediate,
R1b and R1m being predetermined thresholds.
3. The method as claimed in
if α≤Ab and/or β≤Bb and S2/Stot≤R2b and/or γ≤Gb and/or δ≤Db, the patient shows good ventricular-arterial coupling;
if α≥Am and/or β≥Bm and S2/Stot≥R2m and/or γ≥Gm and/or δ≥Dm, the patient shows poor ventricular-arterial coupling; and
in an intermediate situation, the quality of the ventricular-arterial coupling of the patient is intermediate,
Ab, Am, Bb, and Bm being predetermined thresholds.
4. The method as claimed in
5. The method as claimed in
6. The method as claimed in
7. The method as claimed in
8. The method as claimed in
9. The method as claimed in
10. A method for identifying a patient at cardiovascular risk, comprising the evaluation of the ventricular-arterial coupling of the patient, by means of a method as claimed in
11. A method for determining the efficacy of a vasoactive treatment for a patient in cardiovascular resuscitation, comprising the evaluation of the ventricular-arterial coupling of the patient, by means of a method as claimed in
12. A method for comparing the effects of various vasoactive treatments, comprising the evaluation of the ventricular-arterial coupling of patients receiving the treatments to be compared, by means of a method as claimed in
13. A device configured for evaluating the ventricular-arterial coupling of a patient in real time implementing the method as claimed in
the means for measuring arterial blood;
the means for measuring arterial pressure;
a computer configured for:
(i) receiving and treating, in real time, signals originating, on the one hand, from the means for measuring arterial blood flow and, on the other hand, from the means for measuring arterial pressure;
(ii) displaying, in real time, the plot of at least one arterial pressure/flow loop;
(iii) determining, on the final pressure/flow loop completed, the coordinates of the following points:
A: point of the loop where the flow is zero and the pressure is at the minimum,
B: point of the loop where the flow is highest,
C: point of the loop where the pressure is highest, and
D: point of the loop where the flow is zero and the pressure is at the maximum;
(iv) calculating the percentage of the area of the loop (Stot) occupied by the part S2 located between the straight lines (AB) and (AC) and/or the angle γ between these two straight lines.
14. The device as claimed in
15. The device as claimed in
16. The device as claimed in
17. The device as claimed in
18. The method as claimed in
19. The method as claimed in
(i) on the basis of the aortic pressure/flow loop of the patient, determining the maximum power per cm2 (PuiMax) generated by the patient's heart during a heartbeat, and the pressure (Pre) and velocity (Vel) values at the point corresponding to the maximum value of the power;
(ii) classifying the patient in a category according to the values of PuiMax, Pre and Vel determined in step (i), with the following categories being distinguished:
1: Pre>Pre2 and Pre>a×Vel and PuiMax≤Pui2;
2: PuiMax>Pui2;
3: Vel>Vel1 and Pre≤Pre1 and Pre<b×Vel and PuiMax≥Pui1;
4: Vel>Vel1 and Pre≤Pre1 and PuiMax<Pui1;
5: Vel≤Vel1 and Pre≤Pre1 and PuiMax<Pui1;
6: b×Vel≤Pre≤a×Vel and Pui1≤PuiMax≤Pui2 and Pre1≤Pre≤Pre2 and Vel1≤Vel≤Vel2, and
7: situations in which the values of PuiMax, Pre and Vel do not satisfy categories 1-6;
the parameters Pre1, Pre2, Vel1, Vel2, Pui1, Pui2, a and b being predetermined and defined in the following way:
Pre1 and Pre2 are reference values corresponding to upper and lower limits, respectively, of a physiological pressure;
Vel1 corresponds to a value of the maximum systolic velocity below which the maximum systolic velocity is considered to be lower than normal;
Vel2 corresponds to a value of the maximum systolic velocity above which the maximum systolic velocity is considered to be above normal;
Pui1 and Pui2 correspond to limiting values of the maximum power per cm2 generated during a beat, below and above which, respectively, complications can occur; and
a and b are factors which make it possible to assess the ventricular-arterial coupling of a patient, the coupling being considered to be satisfactory if, at the moment when the power generated by the heart is at a maximum, b×Vel≤Pre≤a×Vel.
21. The method as claimed in
for a patient classified in category 1: vasodilator antihypertensives, diuretics and beta-blockers;
for a patient classified in category 2: hypnotics, morphinomimetics and a combination of an antihypertensive treatment and of a cardioselective beta-blocker;
for a patient classified in category 3: vasoconstrictors;
for a patient classified in category 4: positive inotropes and volemic expansion;
for a patient classified in category 5: volemic expansion coupled with a vasoconstrictor and positive inotropes; and
for a patient classified in category 7: solutes for cardiovascular filling and inotropes in the case of low velocity and beta-blockers in the case of high velocity.
22. The method as claimed in
23. The method as claimed in
(i) providing:
means for measuring arterial blood flow which comprises at least one of an esophageal doppler device, a suprasternal doppler device, a means for transthoracic cardiac echography, a means for transesophageal cardiac echography, and any combination thereof; and
means for measuring arterial pressure which comprises at least one of a catheter for measuring radial or femoral arterial pressure, a noninvasive tonometer, and any combination thereof;
(ii) measuring arterial blood flow with the means for measuring arterial blood flow;
(iii) measuring arterial pressure with the means for measuring arterial pressure; and
(iv) defining the aortic pressure/flow loop of the patient by the measured arterial blood flow and the measured arterial pressure.
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The present invention relates to the field of cardiovascular resuscitation. More specifically, it provides a novel method of monitoring the ventricular-aortic coupling of at-risk patients, which can be carried out with the monitoring devices commonly used in operating theatres, in resuscitation and in emergency departments.
The choice of the optimal strategy for cardiovascular resuscitation (volemic expansion or administration of vasoconstrictors, choice of the vasoconstrictor, choice of the volume of the dose of drug, etc.) of at-risk patients or unstable patients is a major challenge but remains complicated. This is because there is at the current time no real consensus regarding the choice of the various parameters to monitor, regarding the means for measuring or regarding the “target” values to be obtained. It is certainly recommended to continuously monitor the mean arterial pressure (MAP) in patients of this type and obtain a minimum value around 65 mmHg, but the debate remains open with regard to the actual MAP threshold to be obtained (65 or 85 mmHg: [1]). Furthermore, an increasing amount of literature suggests that guiding the therapy to optimize cardiac output (COP) in the peri-operative period of at-risk patients or else of unstable patients can improve the prognosis of these patients [2]. Of all the devices available, the transesophageal Doppler (TED), which measures blood flow in the thoracic aorta, appears to be the cardiac output monitor associated with the most convincing reproducibility, while remaining not very invasive. For patients at cardiovascular risk, monitoring of cardiac output, via TED, combined with an invasive measurement of MAP via an arterial catheter, is therefore a currently recommended approach.
Ventricular-aortic coupling is a physiological concept which makes it possible to integrate the interactions that exist between the heart and the vessels during a cardiac cycle. This concept came to light with the works of Otto Franck describing ventricular pressure/volume loops (
Recently, a method using tools already commonly used clinically for monitoring the state of patients during cardiovascular resuscitation has been described [4]. This method integrates the arterial pressure information (obtained by means of a radial arterial catheter) and the aortic flow information (obtained by transesophageal Doppler), by analyzing, in real time: (i) the loops (PQ loops) representing the flow as a function of the pressure (one cardiac cycle corresponding to one loop) and (ii) the arterial vascular impedance. The authors of this publication propose a “functional” definition of cardiac mechanical efficiency, corresponding to the flow divided by the area of the loop. While this method is immediately applicable in the clinic, it remains however insufficiently informative. This is because the analysis of the total surface area of the pressure-flow loop is not sufficient to measure the ventricular-aortic coupling. In particular, it provides information only very imperfectly on the arterial stiffness and the inotropism of the patient. The authors of this publication therefore coupled the analysis of the flow/pressure loop to the calculation of vascular impedance. However, this parameter, described a long time ago and the calculation and analysis of which are completely independent of the flow/pressure loop, has never been used by practitioners owing to the complexity of analysis thereof.
In an approach initially similar to that of Thiele et al., the inventors have chosen to use clinically available technologies (in particular, the transesophageal Doppler technology and the measurement of arterial pressure) to construct an aortic pressure/flow loop (and not ventricular pressure/volume loop). By virtue of an analysis of this loop that is different from that proposed by Thiele et al., the present invention proposes a method of monitoring the ventricular-aortic coupling of a patient, which makes it possible to visually, rapidly and continuously provide the clinician with precious information regarding, in particular, the arterial stiffness of the patient and the response of said patient to a vasoactive treatment. The present invention thus combines the advantages of the various methods previously described, since it analyzes the richness of information of methods based on the analysis of Pressure/Volume curves described by Burkhoff et al. [3] and it can be carried out using cardiac output monitors (esophageal Doppler or the like) and also multiparametric scopes that are available in operating theatres, in resuscitation and in the emergency sectors. In addition, it can be used clinically very visually and intuitively, since the practitioner can directly access, through the appearance of the curve, the quality of the ventricular-aortic coupling of the patient (this is illustrated in particular in
A first aspect of the present invention is thus a method for evaluating the ventricular-aortic coupling of a patient in real time on the basis of the aortic pressure/flow loop of said patient, comprising the following steps:
(i) determining, on the pressure/flow loop, the coordinates of the following points:
A: point of the loop where the flow is zero and the pressure is at the minimum (point just before the beginning of systole: diastolic pressure),
B: point of the loop where the flow is highest,
C: point of the loop where the pressure is highest (systolic pressure),
D: point of the loop where the flow is zero and the pressure is at the maximum (dicrotic pressure, at closing of the aortic valves: beginning of diastole);
(ii) calculating the percentage of the area (Stot) of the loop of the part (S2) located between the straight lines (AB) and (AC) and/or the angle γ between these two straight lines and/or the acute angle δ between the straight lines (AC) and (BD); (iii) interpreting the results in the following way:
R2b, R2m, Gb, Gm, Db and Dm being predetermined thresholds.
In the aforementioned, the “flow” denotes, generally, the movement of the blood column in the aorta. It can be measured, as is currently the case using Doppler devices, as a flow rate (in ml/s). However, since the aortic flow is calculated by multiplying the velocity of the blood in the aorta by the cross section of the aorta, which is a fixed number given according to graphs, the method is also applicable by measuring the flow as the speed of the blood column. In the present text, the flow thus denotes, without implied distinction, a flow rate or a speed/velocity, and all the reasoning described in the experimental section below can be transposed to the analysis of the Pressure/Speed or Pressure/Velocity loop (taking the speed/velocity as x-axis, in m/s or cm/s). The thresholds and values of the angular parameters will then be different. Likewise, the experimental results described in particular in example 7 below, using power diagrams with velocities along the x-axis and the pressure along the y-axis, and representing iso-power curves in W/cm2, can be transposed onto pressure/flow diagrams, with iso-power curves in W.
Those skilled in the art will be able to determine, as a function of the parametering (scales) of the loop obtained with a given device, the threshold ratios R2b and R2m and the threshold angles Gb, Gm, Db and Dm. In the experimental examples below, where the loops are represented by choosing a ratio between the scales along the y-axis and along the x-axis such that 20 mmHg and 100 ml/s are represented by the same distance, Gb=5° and Gm=15°. The threshold values for the angle delta can also be fixed, by way of example, in the following way: Db=10° and Dm=30°. Threshold values of the same order may be obtained with a measurement of the flow in speed by choosing a ratio between the scales along the y-axis and along the x-axis such that 1 mmHg and 1 cm/s are represented by the same distance. In examples 1 to 4, where the arterial pressure is measured at the periphery and used without transfer function, threshold values for the S2/Stot ratio of the order of R2b=15% and R2m=between 40% and 50% were defined. Those skilled in the art are perfectly able to redefine these threshold values using a transfer function of which the principle is described in example 8. Of course, R2b<R2m, Gb<Gm and Db<Dm.
According to one particular implementation of the method of the invention, the surface area S1, located between the straight line (AB) and the lower part of the loop, is also calculated (for example, as percentage of the total surface area of the loop). This surface area gives the following information (which adds, for the interpretation, to that of S2 and/or γ and/or δ):
R1b and R1m being predetermined thresholds.
According to another particular implementation of the method of the invention, the angle α formed by the straight line (AB) and the axis of the flows and/or the angle β formed by the straight line (AC) and the axis of the flows are also measured. These angles provide the following indications (which add to those obtained at least via S2 and/or γ and/or δ):
In the same way as for Gb, Gm, Db and Dm above, the threshold values R1b, R1m, Ab, Am, Bb and Bm can be easily determined by those skilled in the art as a function of the material and the scales that they use, on the basis of measurements on patients or on control individuals whose ventricular-arterial coupling quality is known. The determination of the threshold values is a simple “calibration” work for those skilled in the art. The angle α provides information on the inotropism, whereas β, which is the sum of α and γ, also provides information on the arterial stiffness (like γ).
The methods according to the invention can also comprise, in step (ii), the calculation of the area Stot of the loop and, in step (iii), the interpretation of Stot as reflecting the efficiency of the cardiovascular system (this efficiency being all the greater, the smaller the surface area). Here again, those skilled in the art will be able to define, with the material at their disposal and the units they use (in particular for measuring the flow, in ml/s or in m/s), one or more threshold values for interpreting the Stot measurement.
According to one simplified implementation of the method of the invention, it is possible to measure the angular parameters described above from only points A, B, C and D. According to this variant, only these points, and also the straight lines linking two of these points, are visualized.
Of course, other parameters of the pressure/flow loops can be analyzed during the implementation of the methods according to the invention. In particular, on the basis of the first part of the loop (initial slope of the loop—close to the slope Ees described by Franck et al.,—area S1 and the Max flow), it is possible to measure parameters linked to the inotropism and the contractility. Likewise, the area of the Pressure/Flow loop can be used to evaluate the systolic ejection work provided by the heart at each beat, like the studies by Suga and Sagawa. The surface area of the curve up to the x-axis (
It is important to note that, contrary to the method described by Thiele et al. (above), the present method does not require the arterial vascular impedance amplitude spectrum to be calculated. This is because the information provided by the various parameters measured, in particular the percentage of the surface area of the loop located between the straight lines (AB) and (AC) and also the angles is sufficient to accurately evaluate the ventricular-arterial coupling of the patient.
According to one particular implementation of the method of the invention, the maximum power generated by the cardiovascular system of the patient is calculated. The power is equal to the product of the pressure multiplied by the flow rate/flow, and can also be calculated by multiplying the pressure by the velocity (it is then a power per unit of surface area). On the Pressure/Velocity (Pre/Vel) loop diagram, it is thus possible to plot Iso-Power curves linking the points where the product Pre×Vel is identical. According to one preferred implementation of the invention, the Pre/Vel loop is visualized on a diagram on which are represented iso-power curves (in W/cm2). The maximum power generated by the patient can then be immediately visualized. A regioning of the plane of the diagram makes it possible to immediately visually assess the cardiovascular profile of the patient.
Thus, the methods described above can also comprise a step of analyzing the power generated by the cardiovascular system of the patient, which can be carried out in the following way:
The methods described above advantageously make it possible to identify a patient at cardiovascular risk. Indeed, poor ventricular-arterial coupling is indicative of a patient at cardiovascular risk.
According to another advantageous aspect of the invention, the methods described above are used to determine the efficacy of a vasoactive treatment for a patient in cardiovascular resuscitation. For this, the ventricular-arterial coupling of the patient is evaluated by a method according to the invention, before and after the administration of the treatment, and the results obtained are compared. A vasoactive treatment is considered to be satisfactory if it allows a sufficient arterial pressure to be restored, without however leading to too great an increase in arterial stiffness, reflected by an increase in S2, γ and δ.
According to another aspect of the present invention, the methods of evaluating the ventricular-arterial coupling that are described above are used to compare the effects of various vasoactive treatments, either for a given patient, in order to choose the treatment that is most suitable according to said patient's individual characteristics, or more generally, on one or more cohorts representative of patients for whom this type of treatment is necessary, with a view for example to providing recommendations. According to this aspect of the invention, a method for comparing the effects of various vasoactive treatments comprises the evaluation (by a method as described above) of the ventricular-arterial coupling of patients receiving the treatments to be compared, before and after each administration of one of the treatments. The results are then analyzed according to common practices for this type of comparison.
The present invention also relates to a device for evaluating the ventricular-arterial coupling of a patient in real time by implementing a method as described above, characterized in that it comprises computer means parameterized for:
(i) receiving and processing, in real time, signals originating, on the one hand, from means for measuring arterial blood flow and, on the other hand, from means for measuring arterial pressure;
(ii) displaying, in real time, the plot of at least one arterial pressure/flow loop;
(iii) determining, on the final pressure/flow loop completed, the coordinates of the following points:
A: point of the loop where the flow is zero and the pressure is at the minimum,
B: point of the loop where the flow is highest,
C: point of the loop where the pressure is highest,
D: point of the loop where the flow is zero and the pressure is at the maximum; and
(iv) calculating the parameters described above, and in particular the percentage of the area of the loop (Stot) occupied by the part S2 located between the straight lines (AB) and (AC) and/or the angle γ between these two straight lines and/or the acute angle δ between the straight lines (AC) and (BD).
It should be noted that, in the experimental section presented below, the inventors have used esophageal Doppler for measuring aortic flow, but that other Doppler monitoring devices can be used for this, such as suprasternal Doppler or cardiac echography, whether it is trans-thoracic, trans-esophageal or the like. These alternative systems can thus quite obviously be used with the devices according to the invention (or integrated into these devices).
Likewise, the inventors have used invasive catheters for measuring arterial pressure (radial or femoral catheters). These means could however be replaced by means which measure arterial pressure in a barely invasive or even noninvasive manner (of the type tonometer, Nexfin etc.), which can thus also be used with the devices according to the invention (or integrated into these devices).
Moreover, since the shape of the pressure curve is different when measured via the radial and femoral artery compared with the central aortic pressure, the use of the central pressure curve would be more accurate for evaluating aortic stiffness and myocardial work. This curve can easily be obtained by applying a mathematical transfer function on the basis of the radial or femoral pressure curve. According to one particular implementation of the device according to the invention, the computer means are also parameterized for calculating the central aortic pressure on the basis of the arterial pressure measured.
According to another implementation of the device of the invention, the computer means are also parameterized for displaying the change in S2 and/or in δ as a function of time. This can be useful for ensuring better monitoring of the patient over the duration and for keeping a history of their ventricular-aortic coupling and of their reactions to the various vasoactive treatments that they have received.
According to another implementation of the device of the invention, the computer means are also parameterized for the display of iso-power curves.
The device of the invention may also comprise computer means parameterized for displaying the plot of an arterial pressure/flow loop as a function of time, the time being represented by a third axis.
Another aspect of the invention is a method for obtaining information on the cardiovascular condition of a patient, comprising the following steps:
By way of nonlimiting example, the parameters Pre1, Pre2, Vel1, Vel2, Pui1, Pui2, a and b have been defined, in example 7 below, in such a way that Pre1×Vel1=Pui1 and Pre2×Vel2=Pui2. In this example, the numerical values of these parameters are:
Pre1=60 mmHg=0.798×104 Pa;
Pre2=160 mmHg=2.128×104 Pa;
Vel1=60 cm/s;
Vel2=160 cm/s;
a=2;
b=0.5;
Pui1=0.48 W/cm2; and
Pui2=3.4 W/cm2.
The present invention also relates to a theranostic method for assisting in the therapeutic decision regarding a patient at cardiovascular risk, comprising the following steps:
In one preferred implementation of this method, the treatment recommended, in step (ii), is preferentially chosen from:
The present invention also relates to a method of treating a patient at cardiovascular risk, comprising the following steps:
(i) determining the type of drug recommended for the patient by a theranostic method as described above; and
(ii) administering a treatment to the patient, said treatment being chosen from the recommended treatments.
In one preferred implementation of the methods above involving power diagrams, the pressure/velocity loop is visualized on a power diagram on which are also represented at least the Pui1 and Pui2 iso-power curves and the Pre=a Vel and Pre=b Vel uncoupling straight lines.
The following examples and figures illustrate the invention without however limiting the scope thereof.
1.1 Parameters Measured
1.2 Description of the Various Parameters Resulting from the Aortic Pressure/Flow Loop:
Good ventricular-arterial coupling leads to an increase in arterial pressure during ventricular ejection, with a decrease in pressure when the ejection flow decreases: the flow and the pressure go roughly in the same direction during systole. Poor ventricular-arterial coupling occurs when, during systole, the arterial pressure increases, whereas the ejection flow decreases. This occurs with the appearance of early reflection waves, promoted by an increase in aortic stiffness. This results in an increase in systolic pressure at end-systole with a concomitant decrease in ejection flow.
Aortic stiffness increases with age and cardiovascular risk factors, and also through excessive drug-related vasoconstriction.
This phenomenon will be represented on the Pressure/Flow loop by a large surface area S2 of the P/F loop and due to the early rise in pressure, large beta and gamma angles.
For a patient with good ventricular-arterial coupling (patient 1,
For a patient with poor ventricular-arterial coupling (patient 2,
TABLE 1
value of the pressure/flow loop parameters for patients representative
of good (patient 1) or poor (patient 2) ventricular-arterial coupling
Indices
Patient 1
Patient 2
Total surface area
5344 ml/s * mmHg
6495 ml/s * mmHg
S1
3710 ml/s * mmHg - 69%
1444 ml/s * mmHg - 22%
S2
484 ml/s * mmHg - 9%
3324 ml/s * mmHg - 51%
S3
1150 ml/s * mmHg - 22%
1727 ml/s * mmHg - 27%
Alpha
5.2°
9.2°
Beta
5.4°
24.5°
Gamma
0.2°
15.2°
This method was implemented on dogs of three different breeds:
The results obtained (
TABLE 2
parameters measured for 3 dogs of different breeds
Greyhound
German shepherd
Bulldog
Stot
5200
6900
6500
S1
40%
35%
22%
S2
25%
32%
51%
S3
35%
33%
27%
Alpha
2.1
3.2
7.1
Beta
3.3
7.1
21
Gamma
1.2
3.9
12.9
These results led the inventors to propose a particularly intuitive means for recognizing at first glance the quality of the ventricular-aortic coupling of a patient (
The visual representation of the Pressure/Flow loop with the coupled analysis of the various surface areas and of the various angles make it possible to easily evaluate the ventricular-arterial coupling of patients:
3.1 Methods
Patients
The study was carried out in the operating theatre on major neurosurgery patients, after agreement from the Ethics Committee (CE SRLF 11-356) and obtaining of informed consent. In addition to the standard monitoring, a device for simultaneous invasive measurement of arterial pressure and measurement of cardiac output by trans-esophageal Doppler (CombiQ®, Deltex Medical) was set out after induction of general anesthesia. Moreover, in order to have a reflection of arterial elastance and of arterial stiffness, an arterial tonometer (SphygmoCor®, AtCor Medical) was used to obtain the curve of central arterial pressure and the arterial stiffness indices. This device is currently the reference for quantifying arterial stiffness (represented by the augmentation index: Aix,
Patients having episodes of decrease in arterial pressure (decrease of 20% compared with the target pressure) and requiring the administration of a vasoconstrictor were included. Before each injection of vasopressin (T0) and then at the time of the peak effect of the vasopressin (T1) the Pressure/Flow loops were plotted and the parameters derived from the loop were calculated. At the same time, using the SphygmoCor®, the augmentation index (Aix) and the arterial elastance (Ea) were recorded.
Depending on the anesthetists' choice, the patients received either 9 mg of Ephedrine, or 50 μg of Neophenylephrine, or 5 μg of Noradrenaline administered via a peripheral venous route.
Statistical Analysis:
3.2 Correlation Between the Parameters of the P/F Curve and Arterial Stiffness, Measured by an Arterial Tonometer
One hundred and four boluses of vasoconstrictors (25 of Ephedrine, 40 of Neophenylephrine and 39 of Noradrenaline), administered to 15 patients (median age of 47, 67 men, 8 women) were studied. 7 patients had no cardiovascular risk factors (Healthy), and 8 patients had at least one cardiovascular risk factor (Comorbid).
The results show that the Aix has a very strong correlation with beta, gamma and S2, a medium correlation with Stot and S3 and very little correlation with alpha and S1 (
TABLE 3
Pearson's coefficient of correlation (95% CI) with Aix
Pearson's coefficient of
correlation (95% CI) with Aix
Stot
0.37
[0.23-0.49]
S1
−0.12
[−0.27-0.04]
S2
0.47
[0.34-0.58]
S3
0.27
[0.12-0.41]
Alpha
0.23
[0.08-0.37]
Beta
0.63
[0.53-0.71]
Gamma
0.67
[0.57-0.74]
3.3. Comparison of the Effects Induced by Various Vasoactive Drugs
Ephedrine, Noradrenaline and Neosynephrine induce predominantly a significant increase in the various surface areas (Stot, S1, S2, S3) and angles (alpha, beta and gamma) before and after vasoconstriction (table 4). However, Neosynephrine induces a greater increase than the other two vasoconstrictors with respect to Stot, beta, gamma and S2 (in absolute value and in percentage relative to Stot (S2/Stot)) (table 5).
TABLE 4
variation in the P/F loop parameters following vasoactive treatment
Base
Peak
p value
EPHEDRINE
S tot
4889
(4004 to 5807)
6974
(5862 to 8831)
0.0001
S1
1997
(1644.7 to 2310.4)
2722
(1999.3 to 3762.6)
0.0018
S2
1709
(833.3 to 2331.8)
2694.4
(762.9 to 3299)
0.0302
S3
1658.8
(1081 to 1875.7)
2242.5
(1590.9 to 2557.6)
0.0014
S2/Stot
34.2
(17.7 to 40.6)
32.6
(12.1 to 40.7)
0.5554
Alpha
7.4
(5.1 to 9.2)
9.5
(6.3 to 11.3)
0.0012
Beta
10.9
(6.8 to 12.7)
13.3
(8.4 to 19.3)
0.0002
Gamma
1.8
(0.9 to 3.8)
2.4
(0.9 to 5.6)
0.055
NORADRENALINE
S tot
5291
(4094.5 to 6151)
6582
(5170.5 to 7445)
0.0037
S1
1775
(1480.5 to 2208.4)
1963.2
(1628.5 to 2776.1)
0.0787
S2
1215.9
(750 to 2504.4)
1957.4
(1139.8 to 2614.2)
0.0979
S3
1860.8
(1350.8 to 2290.6)
2311.5
(1561.8 to 2800.3)
0.0146
S2/Stot
26.4
(17 to 39.7)
27.9
(19.9 to 37.3)
0.7722
Alpha
8.5
(5.2 to 11.2)
10.6
(7.2 to 13.8)
<0.0001
Beta
11.5
(7.2 to 15.8)
14.2
(9.8 to 22.9)
<0.0001
Gamma
2.2
(1.2 to 4)
3.2
(1.7 to 9.3)
0.0011
NEOSYNEPHRINE
S tot
5344
(4029.5 to 7087.5)
7412
(6247.5 to 9019)
<0.0001
S1
2028
(1437.8 to 2478.4)
2516
(1574.5 to 3184.5)
0.0725
S2
1255.2
(286.4 to 2980.9)
2624.7
(1502.6 to 3318.1)
0.0043
S3
1851.1
(1306.9 to 2381.5)
2452.2
(2008.1 to 3267.5)
0.0033
S2/Stot
26.9
(7.9 to 38.4)
31.2
(23.5 to 41.7)
0.165
Alpha
8.5
(5.1 to 10.4)
10.6
(7.3 to 13.6)
<0.0001
Beta
11.2
(7.3 to 15.2)
16.2
(11.1 to 23.6)
<0.0001
Gamma
2.1
(0.9 to 3.6)
5.4
(2.3 to 11.5)
0.0011
TABLE 5
comparison of the effects of Neosynephrine and of Noradrenaline
NEOSYNEPHRINE vs NORADRENALINE
Variations (Diff [95% CI])
p value
S tot
1072.27
[414.96 to 1729.59]
0.002
S1
266.01
[−139.2 to 671.22]
0.2022
S2
615.97
[296.49 to 935.46]
0.0003
S3
221.27
[−146.76 to 589.31]
0.2424
S1/Stot %
−4.61
[−9.76 to 0.55]
0.084
S2/Stot %
6.6
[1.31 to 11.9]
0.0169
S3/Stot %
−2.13
[−6.37 to 2.12]
0.3294
Alpha
−0.02
[−0.72 to 0.69]
0.9619
Beta
2.55
[1.27 to 3.82]
0.0002
Gamma
2.59
[1.5 to 3.69]
<0.0001
In
3.4 Comparison of the Parameters of the P/F Loop Between Patients Carrying Risk Factors and not Carrying Risk Factors and Also of the Evolution of the Loop After Vasoconstrictors
In the basic state, the patients with risk factors (Comorbid) have larger alpha, beta and gamma angles than the patients who do not have risk factors (Healthy) (table 6).
TABLE 6
parameters as a function of the presence or absence of risk factors
Healthy
Comorbid
p value
S tot
5374
(4360.2 to 6704)
5047
(4006 to 6424.8)
0.6484
S1
2101.5
(1223.7 to 2750.2)
1737
(1494 to 2217.8)
0.9137
S2
1322.1
(831.6 to 2424.3)
1110.2
(407.7 to 2871.4)
0.5147
S3
1928.1
(1208.1 to 2417.8)
1802
(1418.5 to 2271.9)
0.8851
Alpha
5.2
(4.8 to 8.3)
10.4
(8.6 to 12.3)
0.0276
Beta
7.1
(6.3 to 10)
15.7
(11.8 to 18.4)
0.0007
Gamma
1.5
(0.9 to 2.1)
3.7
(1.5 to 9.1)
0.0304
Conclusion:
This study shows that the visual representation of the Pressure/Flow loop with the coupled analysis of the various surface areas and of the various angles makes it possible to easily evaluate the ventricular-arterial coupling of patients in the following way:
4.1 Construction of the Pressure/Velocity Loop Instead of the Pressure/Flow Loop
The blood velocities in the thoracic aorta are of the order of 50 to 200 cm/s. This numerical value scale is in the same order of magnitude as the pressure expressed in mmHg. This is not true with the flow (Flo), which is represented by the velocity (Vel) multiplied by the cross section of the aorta (Flo=Vel×SAo) and which thus has a scale of 100 to 600 ml/s. This particular feature means that the angles calculated with the Pressure/Velocity loop (hereinafter denoted “Pre/Vel loop”) are of an order of magnitude between 30 and 60° using scales on the x-axis and the y-axis such that 1 cm/s and 1 mmHg are represented by the same distance.
The construction of the Pre/Vel loop is thus more visually accessible, understandable and reproducible with the same statistical results due to the constant factor of the cross section of the aorta for the calculation of the flow (
4.2 Construction of the Loop with a Suprasternal Doppler or (Transthoracic or Esophageal) Echography
The loops described above were obtained with an esophageal Doppler measuring the flow in the descending thoracic aorta. This can also be done with other Doppler devices measuring the blood velocity in the aorta, such as suprasternal Doppler and transthoracic echography.
4.3 Construction of the Loop with a Noninvasive Measurement of the Pressure
It is also possible to construct Pre/Vel loops with noninvasive monitors of arterial pressure which do not require the insertion of an intra-arterial catheter but which construct the arterial pressure curve using an applanation tonometer placed on the radial, digital or brachial artery. By way of examples of such sensors, mention may be made of the CNAP digital and radial sensor, the Clearsight Edwards digital sensor and the Shygmocor radial and brachial sensor.
The use of this type of sensor, coupled to a Doppler monitor of cardiac echography or suprasternal Doppler type, makes it possible to construct the Pre/Vel loop totally noninvasively.
This can be particularly advantageous outside the surgical theatre or outside resuscitation, in cardiology departments or even cardiology private practices, for estimating the ventricular-arterial coupling of patients and monitoring the evolution according to the treatments used.
In the aforementioned, the P/F loop, identical, except for a constant factor, to the Pre/Vel loop, was represented by distinguishing four important points, by forming two straight lines and by measuring three angles.
Another graphic representation is proposed here, using the 4 points A, B, C and D which form a convex quadrilateral having a center O.
By analogy with the other description, the more open the angle (COB or AOD) between the diagonals of the quadrilateral (>15°), the poorer the patient's coupling, and vice versa. The COB/AOD angle can be likened to an uncoupling angle since the larger this angle, the worse the coupling.
This visual method with just the localization of the 4 points allows a rapid estimation of the coupling. Furthermore, it does not require complete construction of the loop, but just the pinpointing of the 4 distinctive points A, B, C and D.
TABLE 7
parameters of the situations illustrated in FIG. 18
Surface area
Uncoupling angle
Gamma angle
Healthy
1370
6°
2.5°
Comorbid
751
63°
23°
Quadrilateral 1
1068
57°
19°
(excessive
vasoconstriction)
Quadrilateral 2
477
3°
1.5°
(excessive
vasodilation)
It is proposed here to visualize the Pre/Vel loop in 3D by integrating the time factor in an additional axis (going toward the operator in the representation presented in
One application of this representation could be to visualize the effective power per unit of aortic surface area generated during a systole. Indeed, the product of a pressure multiplied by a flow represents a power. Since the velocity corresponds to a flow per unit of surface area, the product of a pressure multiplied by a velocity is a power per unit of surface area. By integrating each point of power calculated per unit of time (3rd axis), the work generated by a systole per unit of aortic surface area is obtained.
7.1 Principles of the Power Diagram
In hemodynamics, since the power is defined by the product of a pressure multiplied by a flow, and since this same flow depends on the aortic surface area, then the product of a velocity multiplied by a pressure can represent the power (Pui) produced by the cardiovascular system per unit of aortic surface area and can be expressed in Watts/cm2. On the diagram of the Pre/Vel loop, it is thus possible to plot Iso-Power curves linking the points where the product Vel×Pre is identical. The maximum power generated by the patient can then easily be visualized (
Good coupling is obtained when the maximum power is provided in equal parts by the velocity and the pressure, which is reflected by a curve that passes through the apex of the hyperbole of maximum power. A high Puimax as close as possible to the apex of the hyperbole could reflect good efficiency of the cardiovascular system between the blood velocity and the arterial pressure. A “coupling axis” which passes through the apices of the iso-power curves is thus defined (
The diagram presented in
The uncoupling axes can serve as limits indicating zones at risk of complication. Said axes are proportional to the pressure and velocity parameters, and the threshold values that they delimit take into account the maximum power potential of the system at this given instant. By way of example, two uncoupling axes were plotted in
The diagram presented in
Zone 1: situations at risk of malignant arterial HT. The pressure is high, at the expense of an unsuitable, relatively low flow. The power of the system is physiological, the efficiency of the system is poor. A therapy using a vasodilator could improve the velocity and thus the cardiac output, while at the same time decreasing the pressure and causing little modification of the power developed, thus improving the efficiency. The drugs recommended under these conditions are:
This hypertension may also be the consequence of anxiety or pain. This can be encountered in anesthesia or during a state of stress. An analgesic treatment, anxiolitic treatment and/or deepening of anesthesia can improve the efficiency of the cardiovascular system.
Zone 2: “supraphysiological”—“hyperemic” zone. The power generated results in an aortic velocity and an arterial pressure greater than the usual objectives. The risk is that of capillary rupture in the case of weakness of the downstream vascular network. In this case, the priority is to lower the pressure in order to protect the brain. The combination of antihypertensive treatment and a cardioselective beta-blocker could make it possible to cause arterial pressure to decrease while at the same time preventing an excessive increase in velocity. During general anesthetics, this situation can be encountered during insufficient analgesia or hypnosis; deepening of the anesthesia is required either using hypnotics (Propofol, halogenated compounds, etc.) or using morphinomimetics.
Zone 3: zone at risk of hypoperfusion. In the case of excessive vasodilation, the velocity is high, the pressure is low, and the power is normal or high. The risk is that of insufficiency of perfusion since the pressure is insufficient to make it possible to distribute blood to the high-resistance organs. The treatment of choice is a vasoconstrictor:
Zone 4: zone of circulatory insufficiency, the pressure is low, the velocity is also decreased but to a lesser extent than in zone 5. The power generated is low. A pathological condition threatening in the short term exists. This condition is linked either to a significant hypovolemia, or to decompensated heart failure. In the first case, volemic expansion would be sufficient to cause the two parameters and thus the power to increase; in the other case, a positive inotrope action would make it possible to restore the pressure and the velocity by virtue of an increase in power.
Zone 5: zone of severe circulatory insufficiency, the velocity and the pressure are collapsed and the power likewise. The patient is in circulatory failure. This state can be caused either by a significant hypovolemia, or by decompensated heart failure. In the first case, volemic expansion combined with vasoconstrictors could cause the two parameters and thus the power to increase; in the other case, a positive inotrope action would make it possible to restore the pressure and the velocity by virtue of an increase in power.
Zone 6: “physiological” zone. The power per unit of surface area is intermediate and sufficient to allow circulatory conditions appropriate to the body's needs. The distribution between aortic velocity and pressure is roughly equivalent, and there is no or little loss of energy.
Zones 7: intermediate situations. The power of the system is weak, or strong, depending on the velocity. The pressure is within norms. The circulation conditions are adequate but not optimal. A therapeutic action aimed at modulating the velocity would make it possible to improve the efficiency of the system.
7.2 Examples of Patients and of Treatment Monitoring
In these examples, three iso-power curves are represented, diagrammatically representing limiting conditions of the physiological norms generally accepted by learned societies. Indeed, although there is no consensus regarding a threshold value for arterial hypotension, it is generally accepted that a systolic AP of less than 90 mmHg corresponds to hypotension. The hypertension threshold is for its part defined by cardiology societies as a systolic AP>140 mmHG. Regarding the velocities, no value can be used as a formal reference, but it is commonly accepted that a maximum systolic velocity of less than 50 cm/s is lower than the normal, just as a maximum systolic velocity greater than 150 cm/s is supraphysiological.
The limiting isobars of power per unit of surface area are thus constructed by taking these considerations into account, and do not represent an absolute limiting value, but instead an indicative limit above or below which complications can occur.
7.2.1: Vasodilation
This involves a 37 year-old patient in septic shock, hypotensive after the initial resuscitation. AP=65/35 mmHg, with high blood flow with a maximum velocity=160 cm/s. The power generated by the system is normal, corresponding to 1.54 W/cm2. On the other hand, the arterial pressure is insufficient to ensure perfusion of the various organs. After titration of the vasoconstrictors (repeated administration of vasoconstrictors until the expected effect is obtained), the pressure objective was obtained (mean arterial pressure=65 mmHg), and associated with a small reduction in the maximum velocity (152 cm/s). The power generated is greater than the previous condition (1.65 W/cm2), and makes it possible to meet the organ perfusion pressure objective. After a further vascular filling test, the maximum velocity increases up to the initial value of 160 cm/s, making it possible to obtain a power per unit of surface area of 2 W/cm2. Graphically, as illustrated in
7.2.2: Hypovolemia
This example, illustrated in
7.2.3: Contractility defect
The example illustrated in
The example illustrated in
7.2.4: Vasoconstriction
This example, illustrated in
8.1 Importance of Using a Transfer Function for Calculating the Parameters of the Pre/Vel Loop
The Pre/Vel loop can be constructed with a Doppler measurement in the descending thoracic aorta (esophageal Doppler) or a Doppler measurement in the ascending thoracic aorta (suprasternal Doppler or transthoracic or transesophageal cardiac echography). The pressure measurement can be carried out by the radial, brachial or femoral artery. The three examples below show that the parameters of the loop (angles and surface areas) can change when the pressure is measured by means of Doppler centrally and not peripherally. This is due to the phenomenon of amplification of the pressure from the central to the periphery due to the aortic stiffness and to the reflection waves.
The three examples of concomitant measurements of the pressure in the radial artery and in the aorta, coupled to the Doppler measurement in the aorta, illustrate that, depending on the case, the parameters of the loop may be similar with a peripheral artery compared with centrally, but may also differ significantly.
Examples of Pre/Vel loop with pressure measured centrally (●) and pressure measured peripherally (▴).
Example 1 (
Example 2 (
Example 3 (
These three examples demonstrate the importance of constructing the Pre/Vel loops by measuring the blood velocity and the arterial pressure at the same place. In daily clinical practice, the velocity is measured centrally at the level of the thoracic aorta, either ascending or descending, and the pressure is measured peripherally, either femorally or radially. It is thus necessary to use mathematical transfer functions which make it possible to recreate the central pressure curve from a curve of peripheral pressure measured invasively or noninvasively.
Four transfer functions are thus necessary depending on the site of measurement of the flow and of the pressure: two functions for reconstructing the radial pressure either for the ascending thoracic aorta or for the descending thoracic aorta and two functions for reconstructing the femoral pressure either for the ascending thoracic aorta or for the descending thoracic aorta.
8.2 Production of the Transfer Functions
Methodology:
Arterial pressure signals were recorded at the level of the radial and femoral arteries (referred to as “peripheral”) and at the level of the ascending and descending aorta (referred to as “central”). The objective of this work was to evaluate transfer functions which make it possible to reconstruct the central wave forms from a signal recorded in the peripheral arteries in patients under general anesthesia under various hemodynamic conditions.
The data were recorded in a synchronized manner, sampled at 125 Hz. The signals were then divided up beat by beat, taking, as beginning of the cycle, the local maximum of the second derivative, corresponding to the maximum acceleration of the pressure wave.
The peripheral and central waves were then used to estimate the transfer functions by adapting an autoregressive model (ARX=autoregressive exogenous) [5]. This model consists in evaluating the parameters ana and bnb, using the least squares method in order to solve the following equation:
y(t)+a1y(t−1)+ . . . +anay(t−na)=b1u(t)+ . . . +bnbu(t−nb+1)+e(t)
“na” and “nb” are the number of parameters a and b. The parameters b correspond to the numerator and the parameters a correspond to the denominator of the transfer function. They thus represent respectively the zeros and the poles of the system. After several tests, we the inventors obtained the best results by setting na=nb=5.
The formula is then written as follows:
y(t)+a1y(t−1)+a2y(t−2)+a3y(t−3)+a4y(t−4)+a5y(t−5)=b1u(t)+b2u(t−1)+b3u(t−2)+b4u(t−3)+b5u(t−4)
u(t) is the input signal as a function of time: the peripheral pressure;
y(t) is the output signal as a function of time: the central pressure sought.
The inventors estimated transfer functions from all pressures measured and then estimated the concordance with a normalized root mean square error (NRMSE) which ranges from minus infinity (very poor concordance) to 100% (perfect concordance). The transfer functions which exhibit the best NRMSE with respect to the median were retained.
The inventors analyzed the data recorded in κ patients in order to create the 4 transfer functions and confirmed the results in 20 other patients (
Furthermore, the model was also validated on 4 patients for whom the peripheral pressure was measured using a noninvasive pressure sensor of Clearsight, Edwards© type.
Transfer Functions:
Femoral artery—ascending aorta:
Parameters “b”: 0.3771, −0.5432, −0.0140, 0.2922, −0.0921
Parameters “a”: −2.0934, 1.1795, 0.4089, −0.6981, 0.2232
Femoral artery—descending aorta:
Parameters “b”: 0.1467, −0.0291, −0.2380, 0.1118, 0.0297
Parameters “a”: −2.1340, 1.2873, 0.3845, −0.7939, 0.2772
Radial artery—ascending aorta:
Parameters “b”: 0.2433, −0.4522, 0.3060, −0.0431, −0.0228
Parameters “a”: −1.7255, 0.7454, 0.4620, −0.6547, 0.2009
Radial artery—descending aorta:
Parameters “b”: 0.3778, −0.5649, 0.1729, 0.0950, −0.0480
Parameters “a”: −2.0489, 1.4535, −0.0771, −0.6101, 0.3127
Vallee, Fabrice, Mebazza, Alexandre, Gayat, Etienne, Le Gall, Arthur, Joachim, Jona
Patent | Priority | Assignee | Title |
Patent | Priority | Assignee | Title |
5634467, | Nov 08 1993 | Robin Medical Technologies | Method and apparatus for assessing cardiovascular performance |
6090047, | Nov 04 1996 | Johns Hopkins University, School of Medicine | Assessing cardiac contractility and cardiovascular interaction |
6217522, | Oct 06 1995 | Pyrotec Limited | Method and system for determination of the pressure-volume relationship of the heart |
6699193, | Sep 29 2000 | NEW HEALTH SCIENCES | Decision support systems and methods for assessing vascular health |
7580746, | Dec 07 2005 | Cardiac Pacemakers, Inc | Implantable medical device for generating cardiac pressure-volume loop and optimizing therapy |
8938292, | Jul 31 2008 | Medtronic, Inc | Estimating cardiovascular pressure and volume using impedance measurements |
20070161914, | |||
20090171201, | |||
CN102458259, | |||
WO3037181, |
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